{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ARCH/GARCH Volatility Forecasting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The development of a volatility model for an asset-return series consists of four steps:\n",
    "1. Build an ARMA time series model for the financial time series based on the serial dependence revealed by the ACF and PACF.\n",
    "2. Test the residuals of the model for ARCH/GARCH effects, again relying on the ACF and PACF for the series of the squared residual.\n",
    "3. Specify a volatility model if serial correlation effects are significant, and jointly estimate the mean and volatility equations.\n",
    "4. Check the fitted model carefully and refine it if necessary\n",
    "\n",
    "When applying volatility forecasting to return series, the serial dependence may be limited so that a constant mean may be used instead of an ARMA model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `arch` library provides several options to estimate volatility-forecasting models. It offers several options to model the expected mean, including a constant mean, the AR(p) model discussed in the section on univariate time series models above as well as more recent heterogeneous autoregressive processes (HAR) that use daily (1 day), weekly (5 days), and monthly (22 days) lags to capture the trading frequencies of short-, medium-, and long-term investors.\n",
    "\n",
    "The mean models can be jointly defined and estimated with several conditional heteroskedasticity models that include, in addition to ARCH and GARCH, the exponential GARCH (EGARCH) model, which allows for asymmetric effects between positive and negative returns and the heterogeneous ARCH (HARCH) model, which complements the HAR mean model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:23:48.127906Z",
     "start_time": "2020-06-17T23:23:48.126156Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:23:49.066226Z",
     "start_time": "2020-06-17T23:23:48.129433Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import pandas_datareader.data as web\n",
    "\n",
    "import numpy as np\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "from statsmodels.tsa.stattools import acf, q_stat, adfuller\n",
    "\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "from scipy.stats import probplot, moment\n",
    "\n",
    "from arch import arch_model\n",
    "from arch.univariate import ConstantMean, GARCH, Normal\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:23:49.069979Z",
     "start_time": "2020-06-17T23:23:49.067495Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlogram Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:23:49.079211Z",
     "start_time": "2020-06-17T23:23:49.071502Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_correlogram(x, lags=None, title=None):    \n",
    "    lags = min(10, int(len(x)/5)) if lags is None else lags\n",
    "    fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(14, 8))\n",
    "    x.plot(ax=axes[0][0], title='Residuals')\n",
    "    x.rolling(21).mean().plot(ax=axes[0][0], c='k', lw=1)\n",
    "    q_p = np.max(q_stat(acf(x, nlags=lags), len(x))[1])\n",
    "    stats = f'Q-Stat: {np.max(q_p):>8.2f}\\nADF: {adfuller(x)[1]:>11.2f}'\n",
    "    axes[0][0].text(x=.02, y=.85, s=stats, transform=axes[0][0].transAxes)\n",
    "    probplot(x, plot=axes[0][1])\n",
    "    mean, var, skew, kurtosis = moment(x, moment=[1, 2, 3, 4])\n",
    "    s = f'Mean: {mean:>12.2f}\\nSD: {np.sqrt(var):>16.2f}\\nSkew: {skew:12.2f}\\nKurtosis:{kurtosis:9.2f}'\n",
    "    axes[0][1].text(x=.02, y=.75, s=s, transform=axes[0][1].transAxes)\n",
    "    plot_acf(x=x, lags=lags, zero=False, ax=axes[1][0])\n",
    "    plot_pacf(x, lags=lags, zero=False, ax=axes[1][1])\n",
    "    axes[1][0].set_xlabel('Lag')\n",
    "    axes[1][1].set_xlabel('Lag')\n",
    "    fig.suptitle(title, fontsize=14)\n",
    "    sns.despine()\n",
    "    fig.tight_layout()\n",
    "    fig.subplots_adjust(top=.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download NASDAQ Index Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use daily NASDAQ returns from 1998-2017 to demonstrate the usage of a GARCH model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:23:51.567185Z",
     "start_time": "2020-06-17T23:23:49.080153Z"
    }
   },
   "outputs": [],
   "source": [
    "nasdaq = web.DataReader('NASDAQCOM', 'fred', '2000', '2020').squeeze()\n",
    "nasdaq_returns = np.log(nasdaq).diff().dropna().mul(100) # rescale to faciliate optimization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore Returns and Volatility"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The rescaled daily return series exhibits only limited autocorrelation, but the squared deviations from the mean do have substantial memory reflected in the slowly-decaying ACF and the PACF high for the first two and cutting off only after the first six lags:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:23:52.756825Z",
     "start_time": "2020-06-17T23:23:51.568197Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(nasdaq_returns, lags=250, title='NASDAQ Daily Returns')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function plot_correlogram produces the following output:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:23:53.695939Z",
     "start_time": "2020-06-17T23:23:52.759000Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(nasdaq_returns.sub(nasdaq_returns.mean()).pow(2), lags=120, title='NASDAQ Daily Volatility')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Selection: rolling out-of-sample forecasts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hence, we can estimate a GARCH model to capture the linear relationship of past volatilities. We will use rolling 10-year windows to estimate a GARCH(p, q) model with p and q ranging from 1-4 to generate 1-step out-of-sample forecasts. \n",
    "\n",
    "We then compare the RMSE of the predicted volatility relative to the actual squared deviation of the return from its mean to identify the most predictive model. We are using winsorized data to limit the impact of extreme return values reflected in the very high positive skew of the volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:50:40.364023Z",
     "start_time": "2020-06-17T23:23:53.697212Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 | 1\n",
      "1 | 2\n",
      "1 | 3\n",
      "1 | 4\n",
      "2 | 1\n",
      "2 | 2\n",
      "2 | 3\n",
      "2 | 4\n",
      "3 | 1\n",
      "3 | 2\n",
      "3 | 3\n",
      "3 | 4\n",
      "4 | 1\n",
      "4 | 2\n",
      "4 | 3\n",
      "4 | 4\n"
     ]
    }
   ],
   "source": [
    "trainsize = 10 * 252  # 10 years\n",
    "data = nasdaq_returns.clip(lower=nasdaq_returns.quantile(.05),\n",
    "                           upper=nasdaq_returns.quantile(.95))\n",
    "T = len(nasdaq_returns)\n",
    "results = {}\n",
    "for p in range(1, 5):\n",
    "    for q in range(1, 5):\n",
    "        print(f'{p} | {q}')\n",
    "        result = []\n",
    "        for s, t in enumerate(range(trainsize, T-1)):\n",
    "            train_set = data.iloc[s: t]\n",
    "            test_set = data.iloc[t+1]  # 1-step ahead forecast\n",
    "            model = arch_model(y=train_set, p=p, q=q).fit(disp='off')\n",
    "            forecast = model.forecast(horizon=1)\n",
    "            mu = forecast.mean.iloc[-1, 0]\n",
    "            var = forecast.variance.iloc[-1, 0]\n",
    "            result.append([(test_set-mu)**2, var])\n",
    "        df = pd.DataFrame(result, columns=['y_true', 'y_pred'])\n",
    "        results[(p, q)] = np.sqrt(mean_squared_error(df.y_true, df.y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:50:40.371101Z",
     "start_time": "2020-06-17T23:50:40.364881Z"
    }
   },
   "outputs": [],
   "source": [
    "s = pd.Series(results)\n",
    "s.index.names = ['p', 'q']\n",
    "s = s.unstack().sort_index(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:50:40.633479Z",
     "start_time": "2020-06-17T23:50:40.372429Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(s, cmap='Blues', annot=True, fmt='.4f')\n",
    "plt.title('Out-of-Sample RMSE');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimate GARCH(2, 2) Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The GARCH(2, 2) model achieves the second-lowest RMSE but has fewer parameters than the slightly better-performing GARCH(2, 4), so we go ahead and estimate this model to inspect the summary."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The output shows the maximized log-likelihood as well as the AIC and BIC criteria that are commonly minimized when selecting models based on in-sample performance (see Chapter 7, Linear Models). It also displays the result for the mean model, which in this case is just a constant estimate, as well as the GARCH parameters for the constant omega, the AR parameters, α, and the MA parameters, β, all of which are statistically significant:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:50:40.636585Z",
     "start_time": "2020-06-17T23:50:40.634639Z"
    }
   },
   "outputs": [],
   "source": [
    "best_p, best_q = 2, 2,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:50:40.727597Z",
     "start_time": "2020-06-17T23:50:40.637629Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration:      5,   Func. Count:     51,   Neg. LLF: 7244.972691704132\n",
      "Iteration:     10,   Func. Count:     95,   Neg. LLF: 7244.098563363819\n",
      "Optimization terminated successfully.    (Exit mode 0)\n",
      "            Current function value: 7244.081599459678\n",
      "            Iterations: 13\n",
      "            Function evaluations: 119\n",
      "            Gradient evaluations: 13\n",
      "                     Constant Mean - GARCH Model Results                      \n",
      "==============================================================================\n",
      "Dep. Variable:              NASDAQCOM   R-squared:                      -0.001\n",
      "Mean Model:             Constant Mean   Adj. R-squared:                 -0.001\n",
      "Vol Model:                      GARCH   Log-Likelihood:               -7244.08\n",
      "Distribution:                  Normal   AIC:                           14500.2\n",
      "Method:            Maximum Likelihood   BIC:                           14539.1\n",
      "                                        No. Observations:                 4851\n",
      "Date:                Wed, Jun 17 2020   Df Residuals:                     4845\n",
      "Time:                        19:50:40   Df Model:                            6\n",
      "                                 Mean Model                                 \n",
      "============================================================================\n",
      "                 coef    std err          t      P>|t|      95.0% Conf. Int.\n",
      "----------------------------------------------------------------------------\n",
      "mu             0.0526  1.416e-02      3.714  2.043e-04 [2.484e-02,8.036e-02]\n",
      "                              Volatility Model                              \n",
      "============================================================================\n",
      "                 coef    std err          t      P>|t|      95.0% Conf. Int.\n",
      "----------------------------------------------------------------------------\n",
      "omega          0.0270  1.047e-02      2.574  1.006e-02 [6.429e-03,4.748e-02]\n",
      "alpha[1]       0.0350  1.581e-02      2.215  2.678e-02 [4.027e-03,6.601e-02]\n",
      "alpha[2]       0.0581  3.943e-02      1.473      0.141  [-1.920e-02,  0.135]\n",
      "beta[1]        0.8675      0.535      1.622      0.105     [ -0.181,  1.916]\n",
      "beta[2]        0.0179      0.495  3.618e-02      0.971     [ -0.952,  0.988]\n",
      "============================================================================\n",
      "\n",
      "Covariance estimator: robust\n"
     ]
    }
   ],
   "source": [
    "am = ConstantMean(nasdaq_returns.clip(lower=nasdaq_returns.quantile(.05),\n",
    "                                      upper=nasdaq_returns.quantile(.95)))\n",
    "am.volatility = GARCH(best_p, 0, best_q)\n",
    "am.distribution = Normal()\n",
    "best_model = am.fit(update_freq=5)\n",
    "print(best_model.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check Residuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:50:41.071660Z",
     "start_time": "2020-06-17T23:50:40.728676Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = best_model.plot(annualize='D')\n",
    "fig.set_size_inches(12, 8)\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:50:42.255656Z",
     "start_time": "2020-06-17T23:50:41.076356Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(best_model.resid.dropna(),\n",
    "                 lags=250,\n",
    "                 title='GARCH Residuals')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
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